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Members-Only
Recent Talks & Demos are for members only
You must be an AI Tinkerers active member to view these talks and demos.
Learn how to transform messy event and member inputs into structured community data using a human-in-the-loop AI workflow, with practical guardrails for accuracy.
I built Colorado Songwriters Collective, a human-in-the-loop AI workflow that converts messy event/member inputs (DMs, forms, and web pages) into structured, publish-ready community data. In the demo, I’ll show the ingestion pipeline, review checkpoints, and how we keep updates accurate before they go live.
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